Text Simplification on TurkCorpus

Metric: SARI (EASSE>=0.2.1) (higher is better)

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#	Model↕	SARI (EASSE>=0.2.1)▼	Extra Data	Paper	Date↕	Code
1	GPT-175B (6 SARI-selected examples, high/low)	43.46	No	Metric-Based In-context Learning: A Case Study i...	2023-07-27	Code
2	MUSS (BART+ACCESS Supervised)	42.53	No	MUSS: Multilingual Unsupervised Sentence Simplif...	2020-05-01	Code
3	Control Prefixes (BART)	42.32	No	Control Prefixes for Parameter-Efficient Text Ge...	2021-10-15	Code
4	TST	41.46	No	Text Simplification by Tagging	2021-03-08	Code
5	ACCESS	41.38	No	Controllable Sentence Simplification	2019-10-07	Code
6	MUSS (BART+ACCESS Unsupervised)	40.85	No	MUSS: Multilingual Unsupervised Sentence Simplif...	2020-05-01	Code
7	DMASS-DCSS	40.45	No	Integrating Transformer and Paraphrase Rules for...	2018-10-26	Code
8	SBMT-SARI	39.56	No	-	-	Code
9	EditNTS	38.22	No	EditNTS: An Neural Programmer-Interpreter Model ...	2019-06-19	Code
10	PBMT-R	38.04	No	-	-	-
11	Edit-Unsup-TS	37.85	No	Iterative Edit-Based Unsupervised Sentence Simpl...	2020-06-17	Code
12	Pointer + Multi-task Entailment and Paraphrase Generation	37.45	No	Dynamic Multi-Level Multi-Task Learning for Sent...	2018-06-19	-
13	Dress-LS	37.27	No	Sentence Simplification with Deep Reinforcement ...	2017-03-31	Code
14	NTS-SARI	37.25	No	-	-	Code
15	UNMT (Unsupervised)	37.2	No	Unsupervised Neural Text Simplification	2018-10-18	Code
16	UNTS-10k (Weakly supervised)	37.15	No	Unsupervised Neural Text Simplification	2018-10-18	Code
17	Dress	37.08	No	Sentence Simplification with Deep Reinforcement ...	2017-03-31	Code
18	NSELSTM-S	36.88	No	Sentence Simplification with Memory-Augmented Ne...	2018-04-20	-
19	SEMoses	36.7	No	Simple and Effective Text Simplification Using S...	2018-10-11	-
20	UNTS (Unsupervised)	36.29	No	Unsupervised Neural Text Simplification	2018-10-18	Code
21	NSELSTM-B	33.43	No	Sentence Simplification with Memory-Augmented Ne...	2018-04-20	-

#1GPT-175B (6 SARI-selected examples, high/low)SOTA
43.46
SARI (EASSE>=0.2.1)· 2023-07-27
Metric-Based In-context Learning: A Case Study in Text Simplification Code
#2MUSS (BART+ACCESS Supervised)SOTA
42.53
SARI (EASSE>=0.2.1)· 2020-05-01
MUSS: Multilingual Unsupervised Sentence Simplification by Mining Paraphrases Code
#3Control Prefixes (BART)
42.32
SARI (EASSE>=0.2.1)· 2021-10-15
Control Prefixes for Parameter-Efficient Text Generation Code
#4TST
41.46
SARI (EASSE>=0.2.1)· 2021-03-08
Text Simplification by Tagging Code
#5ACCESSSOTA
41.38
SARI (EASSE>=0.2.1)· 2019-10-07
Controllable Sentence Simplification Code
#6MUSS (BART+ACCESS Unsupervised)
40.85
SARI (EASSE>=0.2.1)· 2020-05-01
MUSS: Multilingual Unsupervised Sentence Simplification by Mining Paraphrases Code
#7DMASS-DCSSSOTA
40.45
SARI (EASSE>=0.2.1)· 2018-10-26
Integrating Transformer and Paraphrase Rules for Sentence Simplification Code
#8SBMT-SARI
39.56
SARI (EASSE>=0.2.1)
No paperCode
#9EditNTS
38.22
SARI (EASSE>=0.2.1)· 2019-06-19
EditNTS: An Neural Programmer-Interpreter Model for Sentence Simplification through Explicit Editing Code
#10PBMT-R
38.04
SARI (EASSE>=0.2.1)
No paper
#11Edit-Unsup-TS
37.85
SARI (EASSE>=0.2.1)· 2020-06-17
Iterative Edit-Based Unsupervised Sentence Simplification Code
#12Pointer + Multi-task Entailment and Paraphrase GenerationSOTA
37.45
SARI (EASSE>=0.2.1)· 2018-06-19
Dynamic Multi-Level Multi-Task Learning for Sentence Simplification
#13Dress-LSSOTA
37.27
SARI (EASSE>=0.2.1)· 2017-03-31
Sentence Simplification with Deep Reinforcement Learning Code
#14NTS-SARI
37.25
SARI (EASSE>=0.2.1)
No paperCode
#15UNMT (Unsupervised)
37.2
SARI (EASSE>=0.2.1)· 2018-10-18
Unsupervised Neural Text Simplification Code
#16UNTS-10k (Weakly supervised)
37.15
SARI (EASSE>=0.2.1)· 2018-10-18
Unsupervised Neural Text Simplification Code
#17Dress
37.08
SARI (EASSE>=0.2.1)· 2017-03-31
Sentence Simplification with Deep Reinforcement Learning Code
#18NSELSTM-S
36.88
SARI (EASSE>=0.2.1)· 2018-04-20
Sentence Simplification with Memory-Augmented Neural Networks
#19SEMoses
36.7
SARI (EASSE>=0.2.1)· 2018-10-11
Simple and Effective Text Simplification Using Semantic and Neural Methods
#20UNTS (Unsupervised)
36.29
SARI (EASSE>=0.2.1)· 2018-10-18
Unsupervised Neural Text Simplification Code
#21NSELSTM-B
33.43
SARI (EASSE>=0.2.1)· 2018-04-20
Sentence Simplification with Memory-Augmented Neural Networks